Random Numbers Certified by Bell's Theoremby Pironio and 10 other authorsfrom 6 different universities and institutions.A brief introduction by David KempLicensed under a Creative Commons Attribution 3.0 Licensehttp://creativecommons.org/licenses/by/3.0/
Why?Pseudo random numbers may have patterns known to attackers.There is need for a source of randomness that can be verified to be genuinely random. 
Bell’s InequalityPublished by John Stewart Bell in 1964
Proved “reality not separable from observation”.
Einstein died in 1955 believing reality must be separable from observation (see EPR paradox).Simple Inequality ExampleRoom full of people:Only one right-handed male.
Only one blue-eyed female.
How many (max) blue-eyed right-handers?
At most one of them can be male.
At most one of them can be female.
Hence a maximum of 2.Right-handedBlue-eyedFemaleSimple Inequality as Venn DiagramSize(blue-eyed right-handers) ≤ Size(blue-eyed females) + Size(right-handed males)
In Probabilistic TermsPr(blue-eyed right-hander) ≤Pr(blue-eyed female) + Pr(right-handed male)
What if your data is incomplete?Suppose you can only ask each person one of:
Are you a blue-eyed right-hander?
Are you a blue-eyed female?
Are you a right-handed male?What if your data is incomplete?Suppose you can only ask each person one of:
Are you a blue-eyed right-hander?
Are you a blue-eyed female?
Are you a right-handed male?Pr(blue-eyed right-hander) ≤Pr(blue-eyed female) + Pr(right-handed male) ONLY IF THEY DO NOT LIE!
Identical TwinsSecond room with a twin of everyone in first.
No communication between the rooms.
Ask every person only one of these questions:
Are you blue-eyed?
Are you left-handed?
Are you female?
Sometimes ask both twins the same question.
Only way to avoid lie detection is prior agreement.Bell’s InequalityIFA, B and C are binary properties,
A', B' and C' are properties of twin,
 Pr(x & not(x')) = 0.THENPr(A & not(B')) + Pr(B & not(C')) ≥ Pr(A & not(C'))
ABCABCPairs of Magic BoxesThree buttons and two lights on each box
ABCABCMagic Box PairsCan only press one button on each box.

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Random Numbers Certified By Bells Theorem